{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "深度模型有关数值稳定性的典型问题是衰减（vanishing）和爆炸（explosion）"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 衰减和爆炸\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 随机初始化模型参数\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### PyTorch的默认随机初始化\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 小结\n",
    "1、深度模型有关数值稳定性的典型问题是衰减和爆炸。当神经网络的层数较多时，模型的数值稳定性容易变差。\n",
    "\n",
    "2、通常需要随机初始化神经网络的模型参数，如权重参数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "yczlab_3.6",
   "language": "python",
   "name": "yczlab_python3.6"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
